hiring-loop-design SKILL.md skillA
hiring-loop-design from amey-thakur/ai-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add amey-thakur/ai-skills/hiring-loop-design@git:20260728.fac4544Pins git:20260728.fac4544 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- amey-thakur/ai-skills
- Path
skills/big-tech-processes/hiring-loop-design/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260728.fac4544, committed Jul 28, 2026
- First version recorded
- Jul 18, 2026
- Size
- 3,294 bytes
- Repository stars
- 14
- License
- MIT
Design a hiring loop where each interview gathers distinct signal against an anchored rubric and the debrief resists groupthink. Use when standing up or fixing an interview panel and you want a decision based on evidence, not overlapping impressions.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Hiring loop design An interview loop is a measurement instrument, and most are badly calibrated: four interviewers ask variants of the same coding question, then average their gut feelings in a debrief steered by whoever speaks first. Structured loops predict on-the-job performance far better than unstructured ones. The design work is deciding what each hour measures and holding the panel to it. ## Method 1. **Map competencies to interviews, one owner each.** List the competencies the role actually needs (coding, system design, debugging, collaboration, domain depth) and assign each to a specific interviewer. When two slots both probe algorithms, you buy redundant signal and leave a competency untested. 2. **Standardize the questions and the rubric.** Use a shared question bank with a scoring rubric that carries anchored examples: what a weak, solid, and strong answer to this exact question looks like. Consistent questions are what make candidates comparable and what gives the interview predictive validity. 3. **Calibrate interviewers to the bar.** New interviewers shadow and reverse-shadow before they score alone, and the panel agrees what the target …
Read the whole file at its exact version.
How to install
mdr add amey-thakur/ai-skills/hiring-loop-design@sha256:e223a02b963d2072The line at the top of this page pins the label git:20260728.fac4544, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_crt7eyur2hc3jprp)
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Versions
The registry has recorded 2 versions of this file, between Jul 18, 2026 and Jul 28, 2026, about one every 10 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260728.fac4544 latest | 2026-07-28 | fac4544 | 3,294 B | A | view · diff |
| git:20260718.7c1285c | 2026-07-18 | 7c1285c | 3,291 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (3294 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
amey-thakur/ai-skills · 14 stars · license MIT · pushed 2026-09-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_crt7eyur2hc3jprp GET https://markdownregistry.com/api/v1/resolve?ref=amey-thakur/ai-skills/hiring-loop-design GET https://markdownregistry.com/api/v1/blob/e223a02b963d2072b3f40008d11e9ee3f3854a483a2833b185b3fe6e2893bd33
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Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
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